Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 52413 |
| Missing cells | 71075 |
| Missing cells (%) | 8.5% |
| Duplicate rows | 1127 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 8.8 MiB |
| Average record size in memory | 176.3 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
| Dataset has 1127 (2.2%) duplicate rows | Duplicates |
14614_FERM0101.PUMP_1_PV is highly imbalanced (99.9%) | Imbalance |
14614_FERM0101.Agitation_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.Air_Sparge_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.Biocontainer_Pressure_PV has 4442 (8.5%) missing values | Missing |
14614_FERM0101.DO_1_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.DO_2_PV has 4442 (8.5%) missing values | Missing |
14614_FERM0101.Gas_Overlay_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.Load_Cell_Net_PV has 4441 (8.5%) missing values | Missing |
14614_FERM0101.pH_1_PV has 4441 (8.5%) missing values | Missing |
14614_FERM0101.pH_2_PV has 4441 (8.5%) missing values | Missing |
14614_FERM0101.PUMP_1_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.PUMP_1_TOTAL has 4441 (8.5%) missing values | Missing |
14614_FERM0101.PUMP_2_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.PUMP_2_TOTAL has 4441 (8.5%) missing values | Missing |
14614_FERM0101.Single_Use_DO_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.Single_Use_pH_PV has 4443 (8.5%) missing values | Missing |
14614_FERM0101.Temperatura_PV has 4442 (8.5%) missing values | Missing |
14614_FERM0101.Agitation_PV has 24167 (46.1%) zeros | Zeros |
14614_FERM0101.Air_Sparge_PV has 44780 (85.4%) zeros | Zeros |
14614_FERM0101.DO_1_PV has 36724 (70.1%) zeros | Zeros |
14614_FERM0101.DO_2_PV has 798 (1.5%) zeros | Zeros |
14614_FERM0101.Gas_Overlay_PV has 14898 (28.4%) zeros | Zeros |
14614_FERM0101.Load_Cell_Net_PV has 3043 (5.8%) zeros | Zeros |
14614_FERM0101.PUMP_1_TOTAL has 4358 (8.3%) zeros | Zeros |
14614_FERM0101.PUMP_2_PV has 42169 (80.5%) zeros | Zeros |
14614_FERM0101.PUMP_2_TOTAL has 13659 (26.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-29 18:18:59.737831 |
|---|---|
| Analysis finished | 2024-09-29 18:19:18.221259 |
| Duration | 18.48 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
14614_FERM0101.Agitation_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1020 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.900242 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 24167 |
| Zeros (%) | 46.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 80 |
| 95-th percentile | 80 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 34.386795 |
|---|---|
| Coefficient of variation (CV) | 1.2324909 |
| Kurtosis | -1.2813206 |
| Mean | 27.900242 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.72235669 |
| Sum | 1338374.6 |
| Variance | 1182.4516 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24167 | |
| 80 | 13464 | |
| 20 | 5567 | 10.6% |
| 36 | 916 | 1.7% |
| 44 | 298 | 0.6% |
| 21.37142792 | 176 | 0.3% |
| 21.29714355 | 164 | 0.3% |
| 21.31999969 | 133 | 0.3% |
| 21.42857208 | 129 | 0.2% |
| 21.34857178 | 122 | 0.2% |
| Other values (1010) | 2834 | 5.4% |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 24167 | |
| 20 | 5567 | 10.6% |
| 20.02835218 | 1 | < 0.1% |
| 20.0422649 | 1 | < 0.1% |
| 20.04531503 | 1 | < 0.1% |
| 20.16439566 | 1 | < 0.1% |
| 20.20978204 | 1 | < 0.1% |
| 20.25040545 | 1 | < 0.1% |
| 20.25352509 | 1 | < 0.1% |
| 20.26692249 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 13464 | |
| 79.99995117 | 1 | < 0.1% |
| 79.99990776 | 1 | < 0.1% |
| 79.99987793 | 2 | < 0.1% |
| 79.99980469 | 1 | < 0.1% |
| 79.99973426 | 1 | < 0.1% |
| 79.99966104 | 1 | < 0.1% |
| 79.99959106 | 1 | < 0.1% |
| 79.99951782 | 1 | < 0.1% |
| 79.99944458 | 1 | < 0.1% |
14614_FERM0101.Air_Sparge_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 3191 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6275696 |
| Minimum | 0 |
|---|---|
| Maximum | 160.19078 |
| Zeros | 44780 |
| Zeros (%) | 85.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 15.675899 |
| Maximum | 160.19078 |
| Range | 160.19078 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.698932 |
|---|---|
| Coefficient of variation (CV) | 4.4523776 |
| Kurtosis | 22.984309 |
| Mean | 2.6275696 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7554121 |
| Sum | 126044.51 |
| Variance | 136.86501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 44780 | |
| 64.03632506 | 1 | < 0.1% |
| 3.895536039 | 1 | < 0.1% |
| 48.41283264 | 1 | < 0.1% |
| 43.18330688 | 1 | < 0.1% |
| 20.9385376 | 1 | < 0.1% |
| 35.79204102 | 1 | < 0.1% |
| 64.2014824 | 1 | < 0.1% |
| 57.31350704 | 1 | < 0.1% |
| 2.067433674 | 1 | < 0.1% |
| Other values (3181) | 3181 | 6.1% |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 44780 | |
| 0.02109119767 | 1 | < 0.1% |
| 0.05705180119 | 1 | < 0.1% |
| 0.07309671369 | 1 | < 0.1% |
| 0.3587397935 | 1 | < 0.1% |
| 0.5389832687 | 1 | < 0.1% |
| 0.5485125995 | 1 | < 0.1% |
| 0.5515619084 | 1 | < 0.1% |
| 0.5875961582 | 1 | < 0.1% |
| 0.6050339625 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 160.1907792 | 1 | |
| 160.0663767 | 1 | |
| 160.0267274 | 1 | |
| 160.0047298 | 1 | |
| 160.0003273 | 1 | |
| 120.0437617 | 1 | |
| 64.81674805 | 1 | |
| 64.78876797 | 1 | |
| 64.78068848 | 1 | |
| 64.76985056 | 1 |
14614_FERM0101.Biocontainer_Pressure_PV
Real number (ℝ)
MISSING 
| Distinct | 24166 |
|---|---|
| Distinct (%) | 50.4% |
| Missing | 4442 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 128.60199 |
| Minimum | -14.839222 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 24540 |
| Negative (%) | 46.8% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -14.839222 |
|---|---|
| 5-th percentile | -2.1412048 |
| Q1 | -0.80440063 |
| median | -0.095483398 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 494.83922 |
| Interquartile range (IQR) | 480.8044 |
Descriptive statistics
| Standard deviation | 212.84355 |
|---|---|
| Coefficient of variation (CV) | 1.6550563 |
| Kurtosis | -0.90732871 |
| Mean | 128.60199 |
| Median Absolute Deviation (MAD) | 1.4178284 |
| Skewness | 1.0451989 |
| Sum | 6169166.3 |
| Variance | 45302.375 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 480 | 12875 | 24.6% |
| -0.561340332 | 389 | 0.7% |
| -0.5410888672 | 348 | 0.7% |
| -0.6018493652 | 292 | 0.6% |
| -0.7841430664 | 253 | 0.5% |
| -0.5208312988 | 222 | 0.4% |
| -0.3182861328 | 216 | 0.4% |
| -0.358795166 | 212 | 0.4% |
| -0.8044006348 | 203 | 0.4% |
| -0.7638916016 | 196 | 0.4% |
| Other values (24156) | 32765 | |
| (Missing) | 4442 | 8.5% |
| Value | Count | Frequency (%) |
| -14.83922177 | 1 | |
| -7.974536133 | 1 | |
| -7.95833374 | 1 | |
| -7.9340271 | 1 | |
| -7.925794144 | 1 | |
| -7.925742318 | 1 | |
| -7.925702057 | 1 | |
| -7.922063884 | 1 | |
| -7.917659624 | 1 | |
| -7.913775635 | 2 |
| Value | Count | Frequency (%) |
| 480 | 12875 | |
| 100.78631 | 1 | < 0.1% |
| 8.823789252 | 1 | < 0.1% |
| 8.776043701 | 1 | < 0.1% |
| 8.565524652 | 1 | < 0.1% |
| 8.528460663 | 1 | < 0.1% |
| 8.382399687 | 1 | < 0.1% |
| 8.350695801 | 1 | < 0.1% |
| 8.346190495 | 1 | < 0.1% |
| 8.326273786 | 1 | < 0.1% |
14614_FERM0101.DO_1_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 7080 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1954184 |
| Minimum | 0 |
|---|---|
| Maximum | 123.74879 |
| Zeros | 36724 |
| Zeros (%) | 70.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 27.447801 |
| Maximum | 123.74879 |
| Range | 123.74879 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 14.4918 |
|---|---|
| Coefficient of variation (CV) | 2.3391156 |
| Kurtosis | 11.482805 |
| Mean | 6.1954184 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.1890449 |
| Sum | 297194.22 |
| Variance | 210.01226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 36724 | |
| 60.9762207 | 62 | 0.1% |
| 60.81130981 | 48 | 0.1% |
| 61.62409058 | 42 | 0.1% |
| 60.64639282 | 35 | 0.1% |
| 61.78311157 | 33 | 0.1% |
| 61.30015259 | 32 | 0.1% |
| 61.46506348 | 31 | 0.1% |
| 24 | 30 | 0.1% |
| 23.86440582 | 28 | 0.1% |
| Other values (7070) | 10905 | 20.8% |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 36724 | |
| 1.968612671 | 2 | < 0.1% |
| 2.044151688 | 1 | < 0.1% |
| 2.104205894 | 1 | < 0.1% |
| 2.474275711 | 1 | < 0.1% |
| 2.714159775 | 1 | < 0.1% |
| 2.745025444 | 1 | < 0.1% |
| 2.762215233 | 1 | < 0.1% |
| 2.797237778 | 1 | < 0.1% |
| 2.916890144 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 123.7487915 | 1 | |
| 123.419038 | 1 | |
| 122.9360229 | 1 | |
| 121.6285034 | 2 | |
| 120.9864513 | 1 | |
| 120.3327637 | 1 | |
| 119.6790039 | 1 | |
| 119.3550781 | 2 | |
| 118.3773804 | 1 | |
| 117.4055786 | 1 |
14614_FERM0101.DO_2_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 194 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 4442 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0054270918 |
| Minimum | -0.0055297852 |
|---|---|
| Maximum | 0 |
| Zeros | 798 |
| Zeros (%) | 1.5% |
| Negative | 47173 |
| Negative (%) | 90.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.0055297852 |
|---|---|
| 5-th percentile | -0.0055297852 |
| Q1 | -0.0055297852 |
| median | -0.0055297852 |
| Q3 | -0.0055297852 |
| 95-th percentile | -0.0055297852 |
| Maximum | 0 |
| Range | 0.0055297852 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.00073309919 |
|---|---|
| Coefficient of variation (CV) | -0.13508141 |
| Kurtosis | 49.25955 |
| Mean | -0.0054270918 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.1291559 |
| Sum | -260.34302 |
| Variance | 5.3743443 × 10-7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.005529785156 | 46981 | |
| 0 | 798 | 1.5% |
| -0.005498022616 | 1 | < 0.1% |
| -4.127386787 × 10-5 | 1 | < 0.1% |
| -0.003712262376 | 1 | < 0.1% |
| -0.001868777995 | 1 | < 0.1% |
| -0.003717401092 | 1 | < 0.1% |
| -0.003732081068 | 1 | < 0.1% |
| -0.001754717299 | 1 | < 0.1% |
| -0.003630011928 | 1 | < 0.1% |
| Other values (184) | 184 | 0.4% |
| (Missing) | 4442 | 8.5% |
| Value | Count | Frequency (%) |
| -0.005529785156 | 46981 | |
| -0.005525782548 | 1 | < 0.1% |
| -0.005519367462 | 1 | < 0.1% |
| -0.005519161521 | 1 | < 0.1% |
| -0.005514969802 | 1 | < 0.1% |
| -0.005509946854 | 1 | < 0.1% |
| -0.005508064171 | 1 | < 0.1% |
| -0.005506218395 | 1 | < 0.1% |
| -0.005506047471 | 1 | < 0.1% |
| -0.00550602079 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 798 | |
| -1.076936429 × 10-5 | 1 | < 0.1% |
| -1.59191062 × 10-5 | 1 | < 0.1% |
| -2.320291786 × 10-5 | 1 | < 0.1% |
| -2.336014851 × 10-5 | 1 | < 0.1% |
| -2.37620094 × 10-5 | 1 | < 0.1% |
| -2.411482509 × 10-5 | 1 | < 0.1% |
| -2.513373136 × 10-5 | 1 | < 0.1% |
| -2.578558769 × 10-5 | 1 | < 0.1% |
| -4.127386787 × 10-5 | 1 | < 0.1% |
14614_FERM0101.Gas_Overlay_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 33072 |
|---|---|
| Distinct (%) | 68.9% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.179065 |
| Minimum | 0 |
|---|---|
| Maximum | 16.00189 |
| Zeros | 14898 |
| Zeros (%) | 28.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.9999004 |
| Q3 | 4.0001589 |
| 95-th percentile | 8.0000371 |
| Maximum | 16.00189 |
| Range | 16.00189 |
| Interquartile range (IQR) | 4.0001589 |
Descriptive statistics
| Standard deviation | 2.4580587 |
|---|---|
| Coefficient of variation (CV) | 0.77320179 |
| Kurtosis | -0.16601591 |
| Mean | 3.179065 |
| Median Absolute Deviation (MAD) | 0.00040115006 |
| Skewness | 0.21676054 |
| Sum | 152499.75 |
| Variance | 6.0420527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14898 | |
| 4.00022876 | 2 | < 0.1% |
| 3.999897931 | 1 | < 0.1% |
| 4.000495985 | 1 | < 0.1% |
| 4.000203697 | 1 | < 0.1% |
| 4.000098686 | 1 | < 0.1% |
| 3.999763695 | 1 | < 0.1% |
| 4.000103467 | 1 | < 0.1% |
| 4.000076582 | 1 | < 0.1% |
| 4.000314152 | 1 | < 0.1% |
| Other values (33062) | 33062 | |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 14898 | |
| 3.914580031 | 1 | < 0.1% |
| 3.940651901 | 1 | < 0.1% |
| 3.946993617 | 1 | < 0.1% |
| 3.94966657 | 1 | < 0.1% |
| 3.971746528 | 1 | < 0.1% |
| 3.974199433 | 1 | < 0.1% |
| 3.974584943 | 1 | < 0.1% |
| 3.975356097 | 1 | < 0.1% |
| 3.981934242 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.0018895 | 1 | |
| 16.00186141 | 1 | |
| 16.00156172 | 1 | |
| 16.00143951 | 1 | |
| 16.00127856 | 1 | |
| 16.00120293 | 1 | |
| 16.00112952 | 1 | |
| 16.00109532 | 1 | |
| 16.0009344 | 1 | |
| 16.00064899 | 1 |
14614_FERM0101.Load_Cell_Net_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1994 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 4441 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 723.1992 |
| Minimum | -22.8 |
|---|---|
| Maximum | 1720.4 |
| Zeros | 3043 |
| Zeros (%) | 5.8% |
| Negative | 12693 |
| Negative (%) | 24.2% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -22.8 |
|---|---|
| 5-th percentile | -18 |
| Q1 | -1.2 |
| median | 288 |
| Q3 | 1586 |
| 95-th percentile | 1663.2 |
| Maximum | 1720.4 |
| Range | 1743.2 |
| Interquartile range (IQR) | 1587.2 |
Descriptive statistics
| Standard deviation | 780.33277 |
|---|---|
| Coefficient of variation (CV) | 1.0790012 |
| Kurtosis | -1.8957406 |
| Mean | 723.1992 |
| Median Absolute Deviation (MAD) | 306 |
| Skewness | 0.23373129 |
| Sum | 34693312 |
| Variance | 608919.23 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3043 | 5.8% |
| -17.6 | 2974 | 5.7% |
| 0.4 | 2376 | 4.5% |
| -17.2 | 1467 | 2.8% |
| 1.6 | 1359 | 2.6% |
| 0.8 | 1279 | 2.4% |
| -16 | 1252 | 2.4% |
| -18 | 1067 | 2.0% |
| -18.4 | 860 | 1.6% |
| 287.6 | 676 | 1.3% |
| Other values (1984) | 31619 | |
| (Missing) | 4441 | 8.5% |
| Value | Count | Frequency (%) |
| -22.8 | 2 | < 0.1% |
| -22.4 | 4 | < 0.1% |
| -22 | 7 | < 0.1% |
| -21.6 | 15 | < 0.1% |
| -21.43221008 | 1 | < 0.1% |
| -21.28679171 | 1 | < 0.1% |
| -21.2 | 88 | 0.2% |
| -20.88435876 | 1 | < 0.1% |
| -20.8 | 26 | < 0.1% |
| -20.4 | 546 |
| Value | Count | Frequency (%) |
| 1720.4 | 1 | < 0.1% |
| 1718 | 6 | < 0.1% |
| 1717.6 | 14 | < 0.1% |
| 1717.2 | 15 | < 0.1% |
| 1716.8 | 27 | |
| 1716.4 | 36 | |
| 1716.211284 | 1 | < 0.1% |
| 1716 | 64 | |
| 1715.788196 | 1 | < 0.1% |
| 1715.785559 | 1 | < 0.1% |
14614_FERM0101.pH_1_PV
Real number (ℝ)
MISSING 
| Distinct | 6905 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 4441 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0782091 |
| Minimum | -0.1569252 |
|---|---|
| Maximum | 9.2455765 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 3609 |
| Negative (%) | 6.9% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.1569252 |
|---|---|
| 5-th percentile | -0.1569252 |
| Q1 | 1.5162798 |
| median | 1.6305742 |
| Q3 | 5.8035332 |
| 95-th percentile | 5.9278736 |
| Maximum | 9.2455765 |
| Range | 9.4025017 |
| Interquartile range (IQR) | 4.2872534 |
Descriptive statistics
| Standard deviation | 2.1877935 |
|---|---|
| Coefficient of variation (CV) | 0.71073585 |
| Kurtosis | -1.5621181 |
| Mean | 3.0782091 |
| Median Absolute Deviation (MAD) | 0.30771618 |
| Skewness | 0.33298182 |
| Sum | 147667.85 |
| Variance | 4.7864406 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1569252014 | 3568 | 6.8% |
| 1.630574226 | 3078 | 5.9% |
| 1.574962616 | 2542 | 4.8% |
| 1.608564568 | 1750 | 3.3% |
| 1.516279793 | 1622 | 3.1% |
| 1.415245438 | 1354 | 2.6% |
| 1.467676544 | 743 | 1.4% |
| 1.507746124 | 671 | 1.3% |
| 2.077318001 | 663 | 1.3% |
| 1.594210625 | 655 | 1.2% |
| Other values (6895) | 31326 | |
| (Missing) | 4441 | 8.5% |
| Value | Count | Frequency (%) |
| -0.1569252014 | 3568 | |
| -0.1565112327 | 1 | < 0.1% |
| -0.1559034253 | 1 | < 0.1% |
| -0.1553880936 | 1 | < 0.1% |
| -0.153054663 | 1 | < 0.1% |
| -0.08170127869 | 30 | 0.1% |
| -0.00399076574 | 1 | < 0.1% |
| -0.003318315235 | 1 | < 0.1% |
| -0.00178429881 | 1 | < 0.1% |
| -0.001016301199 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9.245576477 | 3 | |
| 8.161817269 | 1 | < 0.1% |
| 7.172860718 | 2 | |
| 7.164474487 | 2 | |
| 7.164173889 | 1 | < 0.1% |
| 7.157164982 | 1 | < 0.1% |
| 7.156086731 | 1 | < 0.1% |
| 7.1477005 | 1 | < 0.1% |
| 7.133515082 | 1 | < 0.1% |
| 7.131227112 | 1 | < 0.1% |
14614_FERM0101.pH_2_PV
Real number (ℝ)
MISSING 
| Distinct | 485 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 4441 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0006559883 |
| Minimum | -0.2552742 |
|---|---|
| Maximum | 6.2715607 |
| Zeros | 51 |
| Zeros (%) | 0.1% |
| Negative | 43923 |
| Negative (%) | 83.8% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.2552742 |
|---|---|
| 5-th percentile | -0.2552742 |
| Q1 | -0.2552742 |
| median | -0.2552742 |
| Q3 | -0.2552742 |
| 95-th percentile | 1.4764116 |
| Maximum | 6.2715607 |
| Range | 6.5268349 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0185674 |
|---|---|
| Coefficient of variation (CV) | 1552.7219 |
| Kurtosis | 24.152981 |
| Mean | 0.0006559883 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.862188 |
| Sum | 31.469071 |
| Variance | 1.0374796 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2552742004 | 42468 | |
| -0.1729745865 | 1359 | 2.6% |
| 1.476411629 | 1228 | 2.3% |
| 1.383937836 | 473 | 0.9% |
| 1.443000412 | 470 | 0.9% |
| 1.35053196 | 292 | 0.6% |
| 1.493390465 | 137 | 0.3% |
| 1.460891533 | 103 | 0.2% |
| 5.879973984 | 101 | 0.2% |
| 5.880183792 | 80 | 0.2% |
| Other values (475) | 1261 | 2.4% |
| (Missing) | 4441 | 8.5% |
| Value | Count | Frequency (%) |
| -0.2552742004 | 42468 | |
| -0.2540766011 | 1 | < 0.1% |
| -0.2531920999 | 1 | < 0.1% |
| -0.2491811525 | 1 | < 0.1% |
| -0.2203835778 | 1 | < 0.1% |
| -0.2199618879 | 1 | < 0.1% |
| -0.2176203286 | 1 | < 0.1% |
| -0.2147413668 | 1 | < 0.1% |
| -0.204073875 | 1 | < 0.1% |
| -0.2038362761 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6.271560669 | 1 | < 0.1% |
| 6.270639374 | 1 | < 0.1% |
| 6.223144024 | 1 | < 0.1% |
| 6.158400369 | 1 | < 0.1% |
| 6.153872488 | 1 | < 0.1% |
| 5.960367203 | 1 | < 0.1% |
| 5.952719879 | 1 | < 0.1% |
| 5.952261734 | 20 | |
| 5.952257677 | 1 | < 0.1% |
| 5.951976733 | 1 | < 0.1% |
14614_FERM0101.PUMP_1_PV
Categorical
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Memory size | 2.8 MiB |
| 0.0 | |
|---|---|
| 48.0 | 4 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000834 |
| Min length | 3 |
Characters and Unicode
| Total characters | 143914 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 47966 | |
| 48.0 | 4 | < 0.1% |
| (Missing) | 4443 | 8.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 47966 | |
| 48.0 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 95936 | |
| . | 47970 | |
| 4 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 143914 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 95936 | |
| . | 47970 | |
| 4 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 143914 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 95936 | |
| . | 47970 | |
| 4 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 143914 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 95936 | |
| . | 47970 | |
| 4 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
14614_FERM0101.PUMP_1_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 154 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4441 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.618193 |
| Minimum | 0 |
|---|---|
| Maximum | 1386.3174 |
| Zeros | 4358 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14.88 |
| median | 32.239999 |
| Q3 | 59.519989 |
| 95-th percentile | 124.00001 |
| Maximum | 1386.3174 |
| Range | 1386.3174 |
| Interquartile range (IQR) | 44.639989 |
Descriptive statistics
| Standard deviation | 69.663801 |
|---|---|
| Coefficient of variation (CV) | 1.5271056 |
| Kurtosis | 204.0997 |
| Mean | 45.618193 |
| Median Absolute Deviation (MAD) | 19.839999 |
| Skewness | 11.662042 |
| Sum | 2188396 |
| Variance | 4853.0451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59.51998901 | 7352 | 14.0% |
| 0 | 4358 | 8.3% |
| 17.36000061 | 3665 | 7.0% |
| 14.88000031 | 3156 | 6.0% |
| 32.23999939 | 2287 | 4.4% |
| 22.32000122 | 1890 | 3.6% |
| 52.07999268 | 1881 | 3.6% |
| 12.4 | 1799 | 3.4% |
| 29.76000061 | 1603 | 3.1% |
| 42.15999451 | 1416 | 2.7% |
| Other values (144) | 18565 | |
| (Missing) | 4441 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 4358 | |
| 0.01114275186 | 1 | < 0.1% |
| 0.1116374531 | 1 | < 0.1% |
| 0.1157202362 | 1 | < 0.1% |
| 0.3298607358 | 1 | < 0.1% |
| 0.3997990558 | 1 | < 0.1% |
| 0.5586227134 | 1 | < 0.1% |
| 0.7450066611 | 1 | < 0.1% |
| 0.7606427221 | 1 | < 0.1% |
| 0.8721910705 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1386.317383 | 47 | 0.1% |
| 1306.958008 | 31 | 0.1% |
| 524.5208984 | 1 | < 0.1% |
| 369.5204834 | 205 | 0.4% |
| 250.480249 | 587 | |
| 248.0002441 | 1 | < 0.1% |
| 244.7290937 | 1 | < 0.1% |
| 193.4401489 | 125 | 0.2% |
| 188.4801392 | 1 | < 0.1% |
| 183.5201294 | 9 | < 0.1% |
14614_FERM0101.PUMP_2_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 5352 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43132216 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 42169 |
| Zeros (%) | 80.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.058254 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.5674804 |
|---|---|
| Coefficient of variation (CV) | 3.6341291 |
| Kurtosis | 150.74845 |
| Mean | 0.43132216 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.2736182 |
| Sum | 20690.524 |
| Variance | 2.4569948 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42169 | |
| 8 | 435 | 0.8% |
| 0.4860099792 | 3 | < 0.1% |
| 4.270703125 | 2 | < 0.1% |
| 5.291605377 | 2 | < 0.1% |
| 0.3483711243 | 2 | < 0.1% |
| 0.3324436188 | 2 | < 0.1% |
| 0.3272274017 | 2 | < 0.1% |
| 6.746477509 | 2 | < 0.1% |
| 0.2966644287 | 2 | < 0.1% |
| Other values (5342) | 5349 | 10.2% |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 42169 | |
| 3.051757858 × 10-7 | 1 | < 0.1% |
| 8.585711509 × 10-7 | 1 | < 0.1% |
| 3.277489783 × 10-6 | 1 | < 0.1% |
| 4.588888731 × 10-6 | 1 | < 0.1% |
| 1.266804469 × 10-5 | 1 | < 0.1% |
| 2.228564413 × 10-5 | 1 | < 0.1% |
| 2.31698436 × 10-5 | 1 | < 0.1% |
| 2.376482648 × 10-5 | 1 | < 0.1% |
| 2.86196768 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 1 | < 0.1% |
| 9.729266551 | 1 | < 0.1% |
| 8 | 435 | |
| 7.999993618 | 1 | < 0.1% |
| 7.999988779 | 1 | < 0.1% |
| 7.999957179 | 1 | < 0.1% |
| 7.999916338 | 1 | < 0.1% |
| 7.999892303 | 1 | < 0.1% |
| 7.999875095 | 1 | < 0.1% |
| 7.999862706 | 1 | < 0.1% |
14614_FERM0101.PUMP_2_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 7456 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 4441 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3540.2579 |
| Minimum | 0 |
|---|---|
| Maximum | 11414.281 |
| Zeros | 13659 |
| Zeros (%) | 26.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3124.1946 |
| Q3 | 6825.2219 |
| 95-th percentile | 8553.7383 |
| Maximum | 11414.281 |
| Range | 11414.281 |
| Interquartile range (IQR) | 6825.2219 |
Descriptive statistics
| Standard deviation | 3448.0113 |
|---|---|
| Coefficient of variation (CV) | 0.97394354 |
| Kurtosis | -1.4367524 |
| Mean | 3540.2579 |
| Median Absolute Deviation (MAD) | 3124.1946 |
| Skewness | 0.3362611 |
| Sum | 1.6983325 × 108 |
| Variance | 11888782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13659 | |
| 8099.764844 | 3942 | 7.5% |
| 4386.676172 | 3250 | 6.2% |
| 1216.803125 | 1804 | 3.4% |
| 6269.859375 | 1426 | 2.7% |
| 9921.025781 | 1335 | 2.5% |
| 3.324572372 | 1251 | 2.4% |
| 7072.120313 | 959 | 1.8% |
| 3485.444531 | 831 | 1.6% |
| 5345.825781 | 766 | 1.5% |
| Other values (7446) | 18749 | |
| (Missing) | 4441 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 13659 | |
| 1.064488316 | 12 | < 0.1% |
| 1.080545666 | 1 | < 0.1% |
| 2.257954248 | 1 | < 0.1% |
| 3.300000381 | 5 | < 0.1% |
| 3.324572372 | 1251 | 2.4% |
| 6.773368073 | 2 | < 0.1% |
| 9.679997253 | 1 | < 0.1% |
| 10.09029083 | 1 | < 0.1% |
| 11.36431046 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11414.28125 | 13 | |
| 11376.01484 | 2 | < 0.1% |
| 11326.74609 | 1 | < 0.1% |
| 11277.5375 | 1 | < 0.1% |
| 11221.17578 | 1 | < 0.1% |
| 11148.88359 | 1 | < 0.1% |
| 11085.65937 | 1 | < 0.1% |
| 11027.91484 | 1 | < 0.1% |
| 10970.77109 | 1 | < 0.1% |
| 10902.17008 | 1 | < 0.1% |
14614_FERM0101.Single_Use_DO_PV
Real number (ℝ)
MISSING 
| Distinct | 9606 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 611.91945 |
| Minimum | 0 |
|---|---|
| Maximum | 870.78691 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.716135 |
| Q1 | 698.49995 |
| median | 738.54502 |
| Q3 | 799.99199 |
| 95-th percentile | 799.99199 |
| Maximum | 870.78691 |
| Range | 870.78691 |
| Interquartile range (IQR) | 101.49204 |
Descriptive statistics
| Standard deviation | 300.29992 |
|---|---|
| Coefficient of variation (CV) | 0.49075073 |
| Kurtosis | 0.055427444 |
| Mean | 611.91945 |
| Median Absolute Deviation (MAD) | 61.446973 |
| Skewness | -1.398561 |
| Sum | 29353776 |
| Variance | 90180.04 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 799.9919922 | 20325 | |
| 710.0310547 | 3947 | 7.5% |
| 731.789209 | 3179 | 6.1% |
| 698.4999512 | 1706 | 3.3% |
| 675.6118164 | 970 | 1.9% |
| 738.5450195 | 743 | 1.4% |
| 765.030127 | 682 | 1.3% |
| 736.5730469 | 590 | 1.1% |
| 706.5194336 | 587 | 1.1% |
| 701.5627441 | 578 | 1.1% |
| Other values (9596) | 14663 | |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1.16503292 | 1 | < 0.1% |
| 1.176200375 | 1 | < 0.1% |
| 1.176242875 | 1 | < 0.1% |
| 1.236736202 | 1 | < 0.1% |
| 1.258690071 | 1 | < 0.1% |
| 1.307135902 | 1 | < 0.1% |
| 1.312023488 | 1 | < 0.1% |
| 1.332586335 | 1 | < 0.1% |
| 1.363273239 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 870.7869141 | 33 | 0.1% |
| 818.573584 | 555 | 1.1% |
| 799.9919922 | 20325 | |
| 798.867236 | 1 | < 0.1% |
| 786.7421384 | 1 | < 0.1% |
| 785.9657187 | 1 | < 0.1% |
| 785.0472949 | 1 | < 0.1% |
| 781.853943 | 1 | < 0.1% |
| 779.1584575 | 1 | < 0.1% |
| 772.3226796 | 1 | < 0.1% |
14614_FERM0101.Single_Use_pH_PV
Real number (ℝ)
MISSING 
| Distinct | 823 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 4443 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 556.63596 |
| Minimum | -794.22397 |
|---|---|
| Maximum | 800.16001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1489 |
| Negative (%) | 2.8% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -794.22397 |
|---|---|
| 5-th percentile | 5.7600002 |
| Q1 | 5.9120117 |
| median | 799.92798 |
| Q3 | 799.97598 |
| 95-th percentile | 800.05601 |
| Maximum | 800.16001 |
| Range | 1594.384 |
| Interquartile range (IQR) | 794.06396 |
Descriptive statistics
| Standard deviation | 376.54357 |
|---|---|
| Coefficient of variation (CV) | 0.67646288 |
| Kurtosis | -0.53940081 |
| Mean | 556.63596 |
| Median Absolute Deviation (MAD) | 0.072021484 |
| Skewness | -1.0105634 |
| Sum | 26701827 |
| Variance | 141785.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 799.9439941 | 6303 | 12.0% |
| 800 | 5663 | 10.8% |
| 799.8799805 | 2733 | 5.2% |
| 799.9600098 | 2469 | 4.7% |
| 799.8239746 | 2124 | 4.1% |
| 799.9279785 | 1822 | 3.5% |
| 800.0560059 | 1781 | 3.4% |
| 800.0719727 | 1703 | 3.2% |
| 799.9759766 | 1604 | 3.1% |
| 799.9120117 | 1540 | 2.9% |
| Other values (813) | 20228 | |
| (Missing) | 4443 | 8.5% |
| Value | Count | Frequency (%) |
| -794.2239746 | 2 | < 0.1% |
| -794.1839844 | 10 | |
| -793.8719727 | 1 | < 0.1% |
| -791.847998 | 1 | < 0.1% |
| -788.352002 | 1 | < 0.1% |
| -788.2880371 | 1 | < 0.1% |
| -788.2800293 | 2 | < 0.1% |
| -787.9759766 | 2 | < 0.1% |
| -787.9679688 | 15 | |
| -787.9600098 | 10 |
| Value | Count | Frequency (%) |
| 800.1600098 | 453 | 0.9% |
| 800.0719727 | 1703 | 3.2% |
| 800.0560059 | 1781 | 3.4% |
| 800.0239746 | 456 | 0.9% |
| 800.0160156 | 351 | 0.7% |
| 800 | 5663 | |
| 799.9759766 | 1604 | 3.1% |
| 799.9679688 | 1341 | 2.6% |
| 799.9600098 | 2469 | 4.7% |
| 799.9439941 | 6303 |
14614_FERM0101.Temperatura_PV
Real number (ℝ)
MISSING 
| Distinct | 23216 |
|---|---|
| Distinct (%) | 48.4% |
| Missing | 4442 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.024732 |
| Minimum | 3.047998 |
|---|---|
| Maximum | 80.237275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 3.047998 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 14.704004 |
| median | 16.464001 |
| Q3 | 25.085262 |
| 95-th percentile | 29.656006 |
| Maximum | 80.237275 |
| Range | 77.189277 |
| Interquartile range (IQR) | 10.381258 |
Descriptive statistics
| Standard deviation | 8.2069709 |
|---|---|
| Coefficient of variation (CV) | 0.45531722 |
| Kurtosis | -0.66363415 |
| Mean | 18.024732 |
| Median Absolute Deviation (MAD) | 4.7839966 |
| Skewness | -0.084829379 |
| Sum | 864664.42 |
| Variance | 67.354372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.60799561 | 1158 | 2.2% |
| 29.61600342 | 1015 | 1.9% |
| 29.58399658 | 967 | 1.8% |
| 3.2 | 965 | 1.8% |
| 3.176000977 | 711 | 1.4% |
| 3.208001709 | 681 | 1.3% |
| 29.63199463 | 576 | 1.1% |
| 29.56800537 | 495 | 0.9% |
| 3.167999268 | 337 | 0.6% |
| 3.232000732 | 327 | 0.6% |
| Other values (23206) | 40739 | |
| (Missing) | 4442 | 8.5% |
| Value | Count | Frequency (%) |
| 3.047998047 | 3 | < 0.1% |
| 3.062177022 | 1 | < 0.1% |
| 3.07199707 | 10 | |
| 3.077288096 | 1 | < 0.1% |
| 3.077291028 | 1 | < 0.1% |
| 3.077302816 | 1 | < 0.1% |
| 3.078527917 | 1 | < 0.1% |
| 3.081546739 | 1 | < 0.1% |
| 3.088000488 | 8 | |
| 3.111999512 | 18 |
| Value | Count | Frequency (%) |
| 80.23727531 | 1 | < 0.1% |
| 30.34399414 | 1 | < 0.1% |
| 30.32805802 | 1 | < 0.1% |
| 30.32800293 | 1 | < 0.1% |
| 30.30400391 | 1 | < 0.1% |
| 30.29599609 | 6 | |
| 30.2907455 | 1 | < 0.1% |
| 30.28000488 | 5 | |
| 30.27652786 | 1 | < 0.1% |
| 30.26938352 | 1 | < 0.1% |
| 14614_FERM0101.Agitation_PV | 14614_FERM0101.Air_Sparge_PV | 14614_FERM0101.Biocontainer_Pressure_PV | 14614_FERM0101.DO_1_PV | 14614_FERM0101.DO_2_PV | 14614_FERM0101.Gas_Overlay_PV | 14614_FERM0101.Load_Cell_Net_PV | 14614_FERM0101.pH_1_PV | 14614_FERM0101.pH_2_PV | 14614_FERM0101.PUMP_1_PV | 14614_FERM0101.PUMP_1_TOTAL | 14614_FERM0101.PUMP_2_PV | 14614_FERM0101.PUMP_2_TOTAL | 14614_FERM0101.Single_Use_DO_PV | 14614_FERM0101.Single_Use_pH_PV | 14614_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2023-03-15 00:00:00.000 | 80.0 | 0.0 | 0.572660 | 0.0 | -0.00553 | 4.000087 | 1576.8 | -0.156925 | 5.888288 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 30.216161 |
| 2023-03-15 00:15:00.000 | 80.0 | 0.0 | 0.491942 | 0.0 | -0.00553 | 4.000084 | 1576.8 | -0.156925 | 5.896104 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 30.135999 |
| 2023-03-15 00:30:00.000 | 80.0 | 0.0 | 0.552688 | 0.0 | -0.00553 | 4.000161 | 1576.8 | -0.156925 | 5.896104 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.823988 |
| 2023-03-15 00:45:00.000 | 80.0 | 0.0 | 0.613318 | 0.0 | -0.00553 | 4.000088 | 1576.8 | -0.156925 | 5.896104 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.408039 |
| 2023-03-15 01:00:00.000 | 80.0 | 0.0 | 0.552421 | 0.0 | -0.00553 | 3.999864 | 1577.2 | -0.156925 | 5.904210 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.191720 |
| 2023-03-15 01:15:00.000 | 80.0 | 0.0 | 0.613428 | 0.0 | -0.00553 | 4.000133 | 1577.2 | -0.156925 | 5.904210 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.080505 |
| 2023-03-15 01:30:00.000 | 80.0 | 0.0 | 0.531680 | 0.0 | -0.00553 | 3.999897 | 1577.2 | -0.156925 | 5.904210 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.536295 |
| 2023-03-15 01:45:00.000 | 80.0 | 0.0 | 0.572380 | 0.0 | -0.00553 | 3.999675 | 1577.2 | -0.156925 | 5.896104 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 30.000000 |
| 2023-03-15 02:00:00.000 | 80.0 | 0.0 | 0.532838 | 0.0 | -0.00553 | 4.000056 | 1576.8 | -0.156925 | 5.904124 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.951748 |
| 2023-03-15 02:15:00.000 | 80.0 | 0.0 | 0.491901 | 0.0 | -0.00553 | 3.999965 | 1576.8 | -0.156925 | 5.904210 | 0.0 | 14.88 | 0.0 | 191.200293 | 799.991992 | 799.967969 | 29.663946 |
| 14614_FERM0101.Agitation_PV | 14614_FERM0101.Air_Sparge_PV | 14614_FERM0101.Biocontainer_Pressure_PV | 14614_FERM0101.DO_1_PV | 14614_FERM0101.DO_2_PV | 14614_FERM0101.Gas_Overlay_PV | 14614_FERM0101.Load_Cell_Net_PV | 14614_FERM0101.pH_1_PV | 14614_FERM0101.pH_2_PV | 14614_FERM0101.PUMP_1_PV | 14614_FERM0101.PUMP_1_TOTAL | 14614_FERM0101.PUMP_2_PV | 14614_FERM0101.PUMP_2_TOTAL | 14614_FERM0101.Single_Use_DO_PV | 14614_FERM0101.Single_Use_pH_PV | 14614_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2024-09-10 21:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.216003 |
| 2024-09-10 22:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.136935 |
| 2024-09-10 22:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.112000 |
| 2024-09-10 22:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.112000 |
| 2024-09-10 22:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.047079 |
| 2024-09-10 23:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.119995 |
| 2024-09-10 23:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.088000 |
| 2024-09-10 23:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.040002 |
| 2024-09-10 23:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.088000 |
| 2024-09-11 00:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 16.016003 |
Most frequently occurring
| 14614_FERM0101.Agitation_PV | 14614_FERM0101.Air_Sparge_PV | 14614_FERM0101.Biocontainer_Pressure_PV | 14614_FERM0101.DO_1_PV | 14614_FERM0101.DO_2_PV | 14614_FERM0101.Gas_Overlay_PV | 14614_FERM0101.Load_Cell_Net_PV | 14614_FERM0101.pH_1_PV | 14614_FERM0101.pH_2_PV | 14614_FERM0101.PUMP_1_PV | 14614_FERM0101.PUMP_1_TOTAL | 14614_FERM0101.PUMP_2_PV | 14614_FERM0101.PUMP_2_TOTAL | 14614_FERM0101.Single_Use_DO_PV | 14614_FERM0101.Single_Use_pH_PV | 14614_FERM0101.Temperatura_PV | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1126 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4441 |
| 1071 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.495996 | 22 |
| 1070 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.480005 | 21 |
| 1073 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.528003 | 19 |
| 1077 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.583997 | 18 |
| 1069 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.456006 | 15 |
| 1072 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.519995 | 14 |
| 1079 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.616003 | 14 |
| 1074 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.535999 | 13 |
| 1076 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -17.6 | 1.415245 | -0.172975 | 0.0 | 59.519989 | 0.0 | 8099.764844 | 710.031055 | 799.943994 | 15.576001 | 13 |